An intelligent integrated system scheme for machine tool diagnostics

被引:15
作者
Hu, W
Starr, A
Zhou, Z
Leung, A
机构
[1] Univ Manchester, Manchester Sch Engn, Manchester M13 9PL, Lancs, England
[2] Hua Zhong Normal Univ, Sch Mech Sci & Engn, Wuhan 430070, Peoples R China
关键词
expert systems; fault diagnosis; integration; machine tool; neural networks;
D O I
10.1007/s001700170009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The technology of neural networks and expert systems are finding increasing applications in the field of machine tool diagnostics. In this paper, the advantages and disadvantages of these methods are analysed and compared. An intelligent integrated diagnosis system based on a combination of the two methods is presented. This scheme aims to exploit the advantages and avoid the disadvantages of neural networks and expert systems. The implementation of the intelligent integrated diagnosis system scheme is also presented. A diagnosis system based on the scheme is introduced, and is applied to the process diagnosis of an existing machining centre. The experimental results show that the integrated system scheme is feasible and effective for machine tool diagnosis tasks.
引用
收藏
页码:836 / 841
页数:6
相关论文
共 10 条
[1]  
CHEN YB, 1996, COMPUTERS IND ENG, V2
[2]  
DAVIS R, 1992, AI MAGAZINE, V1
[3]   Two diagnostic models for PLC controlled flexible manufacturing Systems [J].
Hu, W ;
Starr, AG ;
Leung, AYT .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 1999, 39 (12) :1979-1991
[4]   A systematic approach to integrated fault diagnosis of flexible manufacturing systems [J].
Hu, W ;
Starr, AG ;
Zhou, Z ;
Leung, AYT .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2000, 40 (11) :1587-1602
[5]  
HU W, 1995, THESIS HUAZHONG U SC
[6]  
LIMBACH S, 1997, P 11 ANN MIDW COMP C
[7]  
PREM E, 1995, TR9518 OST FORSCH AR
[8]   EQUIPMENT FAULT-DIAGNOSIS - A NEURAL NETWORK APPROACH [J].
RAY, AK .
COMPUTERS IN INDUSTRY, 1991, 16 (02) :169-177
[9]  
WANG Z, 1999, IEEE SOC WINT M, V1, P339
[10]  
ZHANG AH, 1995, MONITORING DIAGNOSTI